02 · AI-Mediated Discovery

AI Visibility

How often and where a brand appears in AI-generated answers.

Industry Term

Full explanation

AI visibility describes how often and where a brand appears within AI-generated responses to relevant questions. It is a useful, observable outcome, but visibility alone does not show whether an AI system understands, trusts, or recommends a brand correctly.

Why this matters

Visibility is necessary but not sufficient. A brand can appear frequently in AI answers and still be described incorrectly, which is why Aingworth treats it as one signal of recognition rather than the goal.

Where this sits

AI Visibility belongs to AI-Mediated Discovery, one of the seven layers of the Aingworth Glossary. The larger shift Aingworth is talking about, covering Google AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini, and whatever comes after them, without depending on any one platform's name.

Related terms

Recognition Being correctly understood and recalled by the people and systems that shape discovery. AI Visibility Measurement Tracking how, where, and how often a brand appears in AI answers. AI Recommendation When an AI system puts a brand forward as an option worth considering.
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